Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2968 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.4 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qtde_invoices and 3 other fields | High correlation |
recency_days is highly overall correlated with qtde_invoices | High correlation |
qtde_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtde_items is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtde_products is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with qtde_products and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 25.15706826) | Skewed |
frequency is highly skewed (γ1 = 24.87675009) | Skewed |
qtde_returns is highly skewed (γ1 = 21.9754032) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
qtde_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-08 13:18:56.059027 |
|---|---|
| Analysis finished | 2023-08-08 13:19:24.955437 |
| Duration | 28.9 seconds |
| Software version | ydata-profiling vv4.4.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2968 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.377 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.35 |
| Q1 | 13798.75 |
| median | 15220.5 |
| Q3 | 16768.5 |
| 95-th percentile | 17964.65 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.1445 |
|---|---|
| Coefficient of variation (CV) | 0.11258036 |
| Kurtosis | -1.2061782 |
| Mean | 15270.377 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.032193711 |
| Sum | 45322479 |
| Variance | 2955457.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 12670 | 1 | < 0.1% |
| 17734 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| Other values (2958) | 2958 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2953 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2693.3894 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.7325 |
| Q1 | 570.845 |
| median | 1085.51 |
| Q3 | 2306.905 |
| 95-th percentile | 7169.562 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1736.06 |
Descriptive statistics
| Standard deviation | 10135.326 |
|---|---|
| Coefficient of variation (CV) | 3.7630378 |
| Kurtosis | 397.31841 |
| Mean | 2693.3894 |
| Median Absolute Deviation (MAD) | 671.39 |
| Skewness | 17.635745 |
| Sum | 7993979.7 |
| Variance | 1.0272483 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1078.96 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| Other values (2943) | 2948 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140438.72 | 1 | |
| 124564.53 | 1 | |
| 117375.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65019.62 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.31031 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.760314 |
|---|---|
| Coefficient of variation (CV) | 1.2091423 |
| Kurtosis | 2.7765932 |
| Mean | 64.31031 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7980702 |
| Sum | 190873 |
| Variance | 6046.6664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2218 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtde_invoices
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7240566 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8578826 |
|---|---|
| Coefficient of variation (CV) | 1.5474834 |
| Kurtosis | 190.77715 |
| Mean | 5.7240566 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.765206 |
| Sum | 16989 |
| Variance | 78.462084 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qtde_items
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1664 |
|---|---|
| Distinct (%) | 56.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1579.7123 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 101.35 |
| Q1 | 296 |
| median | 638 |
| Q3 | 1398.25 |
| 95-th percentile | 4403.25 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1102.25 |
Descriptive statistics
| Standard deviation | 5700.53 |
|---|---|
| Coefficient of variation (CV) | 3.6085875 |
| Kurtosis | 518.12284 |
| Mean | 1579.7123 |
| Median Absolute Deviation (MAD) | 419 |
| Skewness | 18.760258 |
| Sum | 4688586 |
| Variance | 32496042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 260 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 516 | 7 | 0.2% |
| 394 | 7 | 0.2% |
| Other values (1654) | 2885 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 79963 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57785 | 1 | |
| 50255 | 1 |
qtde_products
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 469 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.74562 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.87852 |
|---|---|
| Coefficient of variation (CV) | 2.1986814 |
| Kurtosis | 354.75508 |
| Mean | 122.74562 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.70464 |
| Sum | 364309 |
| Variance | 72834.414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 45 | 1.5% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 15 | 33 | 1.1% |
| 29 | 33 | 1.1% |
| 19 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 29 | 1.0% |
| Other values (459) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5670 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1636 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2000 |
|---|---|
| Distinct (%) | 67.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.996489 |
| Minimum | 2.15 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.15 |
|---|---|
| 5-th percentile | 4.917 |
| Q1 | 13.1175 |
| median | 17.965 |
| Q3 | 24.9825 |
| 95-th percentile | 90.053 |
| Maximum | 4453.43 |
| Range | 4451.28 |
| Interquartile range (IQR) | 11.865 |
Descriptive statistics
| Standard deviation | 119.53182 |
|---|---|
| Coefficient of variation (CV) | 3.6225617 |
| Kurtosis | 812.9696 |
| Mean | 32.996489 |
| Median Absolute Deviation (MAD) | 5.98 |
| Skewness | 25.157068 |
| Sum | 97933.58 |
| Variance | 14287.856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.49 | 7 | 0.2% |
| 19.06 | 6 | 0.2% |
| 16.92 | 6 | 0.2% |
| 16.39 | 6 | 0.2% |
| 17.66 | 6 | 0.2% |
| 16.82 | 6 | 0.2% |
| 15 | 5 | 0.2% |
| 15.1 | 5 | 0.2% |
| 19.44 | 5 | 0.2% |
| 20.75 | 5 | 0.2% |
| Other values (1990) | 2911 |
| Value | Count | Frequency (%) |
| 2.15 | 1 | |
| 2.43 | 1 | |
| 2.46 | 1 | |
| 2.51 | 1 | |
| 2.52 | 1 | |
| 2.65 | 1 | |
| 2.66 | 1 | |
| 2.71 | 1 | |
| 2.76 | 1 | |
| 2.77 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.99 | 1 | |
| 872.13 | 1 | |
| 841.02 | 1 | |
| 651.17 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.305053 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.927198 |
| median | 48.267857 |
| Q3 | 85.333333 |
| 95-th percentile | 200.65 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.406136 |
Descriptive statistics
| Standard deviation | 63.503259 |
|---|---|
| Coefficient of variation (CV) | 0.94351399 |
| Kurtosis | 4.9086453 |
| Mean | 67.305053 |
| Median Absolute Deviation (MAD) | 26.267857 |
| Skewness | 2.0662224 |
| Sum | 199761.4 |
| Variance | 4032.6639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 11 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 28 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1225 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11382629 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0088935048 |
| Q1 | 0.016339869 |
| median | 0.025898352 |
| Q3 | 0.049426591 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.033086722 |
Descriptive statistics
| Standard deviation | 0.40822145 |
|---|---|
| Coefficient of variation (CV) | 3.5863547 |
| Kurtosis | 989.05906 |
| Mean | 0.11382629 |
| Median Absolute Deviation (MAD) | 0.012196886 |
| Skewness | 24.87675 |
| Sum | 337.83643 |
| Variance | 0.16664476 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 198 | 6.7% |
| 0.02777777778 | 17 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03571428571 | 13 | 0.4% |
| 0.07692307692 | 13 | 0.4% |
| Other values (1215) | 2636 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 198 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
qtde_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 213 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.888477 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 282.86478 |
|---|---|
| Coefficient of variation (CV) | 8.107685 |
| Kurtosis | 596.20199 |
| Mean | 34.888477 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 21.975403 |
| Sum | 103549 |
| Variance | 80012.486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| Other values (203) | 705 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1972 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 235.78851 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.2375 |
| median | 172 |
| Q3 | 281.375 |
| 95-th percentile | 598.345 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.1375 |
Descriptive statistics
| Standard deviation | 283.72375 |
|---|---|
| Coefficient of variation (CV) | 1.2032976 |
| Kurtosis | 103.07427 |
| Mean | 235.78851 |
| Median Absolute Deviation (MAD) | 82.625 |
| Skewness | 7.7175389 |
| Sum | 699820.29 |
| Variance | 80499.168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 88 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 130 | 7 | 0.2% |
| Other values (1962) | 2881 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
avg_unique_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 910 |
|---|---|
| Distinct (%) | 30.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.490391 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.6666667 |
| median | 13.6 |
| Q3 | 22.035714 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.369048 |
Descriptive statistics
| Standard deviation | 15.462077 |
|---|---|
| Coefficient of variation (CV) | 0.88403267 |
| Kurtosis | 29.303043 |
| Mean | 17.490391 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.4344414 |
| Sum | 51911.482 |
| Variance | 239.07584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 43 | 1.4% |
| 9 | 42 | 1.4% |
| 16 | 41 | 1.4% |
| 8 | 39 | 1.3% |
| 17 | 37 | 1.2% |
| 14 | 37 | 1.2% |
| 7 | 36 | 1.2% |
| 11 | 36 | 1.2% |
| 5 | 34 | 1.1% |
| 15 | 34 | 1.1% |
| Other values (900) | 2589 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.077 | 0.001 | 0.026 | -0.070 | 0.013 | -0.131 | 0.019 | -0.002 | -0.064 | -0.123 | -0.016 |
| gross_revenue | -0.077 | 1.000 | -0.414 | 0.772 | 0.927 | 0.746 | 0.245 | -0.249 | 0.091 | 0.371 | 0.575 | 0.106 |
| recency_days | 0.001 | -0.414 | 1.000 | -0.503 | -0.407 | -0.436 | 0.049 | 0.109 | 0.018 | -0.118 | -0.097 | 0.014 |
| qtde_invoices | 0.026 | 0.772 | -0.503 | 1.000 | 0.718 | 0.690 | 0.060 | -0.258 | 0.078 | 0.294 | 0.101 | -0.182 |
| qtde_items | -0.070 | 0.927 | -0.407 | 0.718 | 1.000 | 0.732 | 0.167 | -0.228 | 0.081 | 0.344 | 0.729 | 0.148 |
| qtde_products | 0.013 | 0.746 | -0.436 | 0.690 | 0.732 | 1.000 | -0.377 | -0.165 | 0.035 | 0.244 | 0.385 | 0.515 |
| avg_ticket | -0.131 | 0.245 | 0.049 | 0.060 | 0.167 | -0.377 | 1.000 | -0.123 | 0.092 | 0.189 | 0.188 | -0.618 |
| avg_recency_days | 0.019 | -0.249 | 0.109 | -0.258 | -0.228 | -0.165 | -0.123 | 1.000 | -0.881 | -0.398 | -0.078 | 0.131 |
| frequency | -0.002 | 0.091 | 0.018 | 0.078 | 0.081 | 0.035 | 0.092 | -0.881 | 1.000 | 0.235 | 0.028 | -0.122 |
| qtde_returns | -0.064 | 0.371 | -0.118 | 0.294 | 0.344 | 0.244 | 0.189 | -0.398 | 0.235 | 1.000 | 0.210 | -0.053 |
| avg_basket_size | -0.123 | 0.575 | -0.097 | 0.101 | 0.729 | 0.385 | 0.188 | -0.078 | 0.028 | 0.210 | 1.000 | 0.404 |
| avg_unique_basket_size | -0.016 | 0.106 | 0.014 | -0.182 | 0.148 | 0.515 | -0.618 | 0.131 | -0.122 | -0.053 | 0.404 | 1.000 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.15 | 35.500000 | 17.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.90 | 27.250000 | 0.028302 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.90 | 23.187500 | 0.040323 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.87 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.00 | 8.600000 | 0.073171 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.33 | 23.200000 | 0.040115 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.22 | 18.300000 | 0.057221 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.72 | 35.700000 | 0.033520 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.54 | 4.144444 | 0.243316 | 474.0 | 419.714286 | 6.230769 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.93 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5626 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.06 | 6.0 | 1.000000 | 6.0 | 645.000000 | 66.000000 |
| 5636 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.71 | 12.0 | 0.153846 | 0.0 | 101.500000 | 15.000000 |
| 5637 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.40 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 5648 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.20 | 7.0 | 0.250000 | 0.0 | 203.000000 | 66.500000 |
| 5654 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.96 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.000000 |
| 5658 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.77 | 4.0 | 1.000000 | 34.0 | 382.000000 | 30.000000 |
| 5679 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.08 | 3.0 | 0.750000 | 50.0 | 169.333333 | 4.666667 |
| 5685 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.51 | 4.5 | 0.300000 | 0.0 | 244.333333 | 104.000000 |
| 5695 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.52 | 1.0 | 2.000000 | 0.0 | 65.500000 | 20.000000 |
| 5714 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.54 | 6.0 | 1.000000 | 196.0 | 196.000000 | 11.000000 |